Filtered Views from Voxel51 - October 2023

Filtered Views from Voxel51 - October 2023

Welcome to the Filtered Views, the monthly newsletter for customers, community members, and fellow AI enthusiasts who are looking to stay up-to-date with recent happenings in computer vision and FiftyOne. Need to reach us? Drop us a line in the FiftyOne Community Slack.

🏆 Success stories

Ever wondered how others are using FiftyOne and what benefits they see? Here is this month's highlight!

“At Protex AI we develop a platform to monitor worker health and safety using existing CCTV infrastructure. Our core computer vision technologies are object detection, classification, and pose estimation. We use FiftyOne as a vital component in our pipeline to validate dataset annotations, intelligently subsample datasets to ensure balance, and also to visualize and debug model predictions to assess accuracy.” -- Patrick Rowsome, Lead Computer Vision Engineer, Protex AI

See more stories from people and organizations building remarkable machine learning and AI using FiftyOne and FiftyOne Teams.

Is your organization using FiftyOne to solve interesting computer vision problems? Share your story and claim a box of goodies as a thank you!


💻 New products

Here are the latest point releases to the open source and Teams versions of FiftyOne, along with links to learn more: 

Open source FiftyOne

FiftyOne Teams


🔥 New features

September’s releases brought us three big exciting features!

Dataset versioning

Dataset versioning in FiftyOne Teams allows you to track the lineage of your data, view the exact version of a dataset on which a given model was trained, protect against accidental data modification, and much more. With dataset versioning, you can trust FiftyOne Teams as the single source of truth for your organization’s data. See it in action in this one minute video!

Native Ultralytics integration

FiftyOne now includes a native Ultralytics integration, making it easy to train the latest Ultralytics models like YOLOv8 on your FiftyOne datasets with just a few simple lines of code.

Delegated operations

FiftyOne Teams adds a powerful new Delegated Operations feature to FiftyOne’s Plugin framework that allows you to schedule builtin and/or custom tasks from within the App that are executed on a connected workflow orchestrator like Apache Airflow.

Why is this awesome? Your AI stack needs a flexible data-centric component that enables you to organize and compute on your data. With Delegated Operations, FiftyOne becomes both a dataset management/visualization tool and a workflow automation tool that defines how your data-centric workflows like ingestion, curation, and evaluation are performed. In short, think of FiftyOne Teams as the single source of truth on which you co-develop your data and models together.


📣 Upcoming events

Oct 16-17: PyTorch Conference 2023

Oct 19: Computer Vision Summit Boston

Oct 25: Getting Started with FiftyOne Workshop

Oct 25-26: MLOps World 2023 Austin

Nov 15: FiftyOne Plugins Workshop - Authoring Data-centric AI Applications

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View all events >>


📙 New resources: blogs

Badger: Custom GitHub Badges Made Easy

Introducing Badger! An open source Python library that allows you to create, edit, store, and manage custom GitHub badges, all from the command line.


Zero-Shot Prediction Plugin for FiftyOne

New FiftyOne Plugin to pre-label your computer vision data with CLIP, SAM, and other zero-shot models!


Mastering Drone Data Training

New tutorial: Combine FiftyOne and Ultralytics YOLOv5 to get a robust solution for training drone data.

 

Optical Character Recognition with PyTesseract 

Two new FiftyOne Plugins! These two plugins effectively allow you to query documents like pages of old books, handwritten notes, or resumes by the text that they contain.


Navigating the Road Ahead

Use FiftyOne to explore nuScenes, a public large-scale dataset for autonomous driving.


CaFFe: Calving Fronts and Where to Find Them

Explore a new benchmark dataset for calving front delineation in SAR images - CaFFe, and try it in FiftyOne.

 

Double Trouble: Eliminate Image Duplicates with FiftyOne

New FiftyOne Plugin to deduplicate your entire dataset from within the FiftyOne App, without writing a single line of code.

 

FACET: A Benchmark Dataset for Fairness in Computer Vision

Everything you need to know to get started working with the new FACET dataset by Meta so the models you deploy are not learning biases.

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View all blogs >>


🎥 New resources: videos

FiftyOne Tips and Tricks: Heatmaps

FiftyOne Tips and Tricks: 3D Detections

FiftyOne Tips and Tricks: Dynamic Groups

FiftyOne Computer Vision Tips and Tricks: Grouped Datasets

FiftyOne Tips and Tricks: Creating Pose Skeletons from Scratch

Computer Vision Meetup: Visualizing Defects in Amazon’s ARMBench Dataset

Computer Vision Meetup: From Model to the Edge, Putting Your Model into Production

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View all videos >>


👋 Stay connected

Open source software like this doesn’t happen without an awesome open source community backing it. If you haven't yet, we'd love to have you as part of the community!

LinkedIn

GitHub

Slack

YouTube

X (formerly Twitter)

Computer Vision Meetup

AI, Machine Learning & Data Science Meetup


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